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Comparison · 2026
LLMrefs vs Shaped
LLMrefs vs Shaped: side-by-side comparison of pricing, ratings, and features on SoftwareVital (2026).
Feature lists share 0 overlapping items across the two listings.
free
Track and optimize how AI search engines rank and reference your website.
VS
free
Shaped is a search and recommendation platform for ML engineers building ranking models and personalized results with real-time learning.
Side-by-side
| Attribute | LLMrefs | Shaped |
|---|---|---|
| Rating | — | — |
| Reviews | — | — |
| Pricing | free | free |
| Votes | 0 | 0 |
| Category | AI Search Engine | AI API |
Features checklist
| Feature | LLMrefs | Shaped |
|---|---|---|
| LLMrefs is an SEO platform designed for AI search engines | ||
| Unified search and recommendations system | ||
| AI-native foundation with transformer models and real-time learning loops | ||
| Designed for ML engineers with full control and extensibility | ||
| Supports rapid experimentation with ranking strategies | ||
| Cold-start and multi-modal understanding | ||
| Easy setup with direct integration to existing data sources |